Product Introduction

1. oghunt is a curated platform that aggregates and filters daily product launches from Product Hunt, leveraging Google Gemini to identify and exclude AI-generated submissions. It provides users with a streamlined view of genuine, human-created products while highlighting the top three non-AI launches each day. The platform operates independently, ensuring unbiased validation and transparency in its curation process.
2. The core value of oghunt lies in its ability to eliminate low-quality, AI-generated "slop" from product discovery workflows, enabling users to focus on authentic innovations. By rigorously validating launches through advanced AI analysis, it saves time for users who prioritize originality and reduces noise in the product exploration process.

Main Features

1. oghunt uses Google Gemini to perform real-time validation of Product Hunt launches, analyzing product descriptions, metadata, and user engagement patterns to detect AI-generated content. This automated filtering ensures only human-curated products appear in the "REAL Launches" section, with technical thresholds adjusted daily to counter evolving AI generation tactics.
2. The platform publishes a daily ranked list of the top three non-AI product launches, selected through a combination of Gemini validation scores, user upvote velocity, and category relevance. These selections are displayed with full technical specifications, including platform compatibility (e.g., iOS, Hardware), industry tags, and functional summaries.
3. Users can toggle between two dedicated feeds: the "REAL Launches" interface showcasing verified products with filtering options for 15+ categories, and the "AI Slop Launches" view displaying flagged entries with explanations of detection metrics like text similarity scores and content originality indices.

Problems Solved

1. oghunt addresses the growing problem of AI-generated spam flooding product launch platforms, which often drowns out legitimate innovations and wastes users' time. The platform solves this through multi-layered validation that identifies synthetic content with 98.7% accuracy based on ongoing performance audits.
2. The product specifically targets tech enthusiasts, investors, and product managers who require authentic market intelligence. It serves professionals who need to track genuine trends without spending hours verifying product authenticity manually.
3. Typical use cases include venture capital analysts identifying investment-worthy startups, UX researchers studying human-driven design patterns, and startup founders conducting competitive analysis in specific verticals like Health Tech or Data Analytics.

Unique Advantages

1. Unlike basic keyword filters or manual curation tools, oghunt implements Google Gemini's multimodal AI validation system that evaluates text, image, and engagement data simultaneously. This allows detection of sophisticated AI-generated products that pass single-mode validation systems used by competitors.
2. The platform innovates with its "AI Slop Transparency" feature, providing technical post-mortems on flagged launches including detected LLM fingerprints, content repetition rates, and synthetic image artifacts. No competing platform offers comparable diagnostic data for rejected entries.
3. oghunt maintains a competitive edge through its real-time integration with Product Hunt's API, enabling sub-15-minute refresh cycles for launch verification while operating on an independent infrastructure that prevents conflicts of interest with platform partners.

Frequently Asked Questions (FAQ)

1. How does oghunt ensure complete elimination of AI-generated products? oghunt employs Google Gemini's adversarial validation framework that cross-checks product submissions against known AI content patterns, synthetic media databases, and historical human-created launch templates, achieving near-zero false negatives in testing environments.
2. What criteria determine the "Top 3 Launches" selection? The ranking algorithm combines Gemini authenticity scores (weighted 60%), real-user engagement velocity (30%), and category-specific innovation metrics (10%), with manual oversight to prevent gaming of the system.
3. Is oghunt affiliated with or influenced by Product Hunt? oghunt operates as an independent third-party tool using public Product Hunt API data, with no financial ties or editorial influence from Product Hunt or its parent company. All filtering and ranking decisions are fully autonomous.
4. How frequently are the launch lists updated? The core list refreshes every 20 minutes with new submissions, while the Top 3 rankings update daily at 12:00 AM UTC after comprehensive validation of all that day's launches.
5. Can users suggest improvements to the detection model? Yes, oghunt provides a GitHub-hosted feedback system where users can submit false positive/negative reports with technical evidence, which are reviewed weekly by the engineering team to refine the Gemini validation parameters.